{"id":"W4394771933","doi":"10.1109/icelet62507.2024.10493063","title":"A Framework for Customized Course Design and Personalized Learning with AI","year":2024,"lang":"en","type":"article","venue":"","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Course (navigation); Computer science; Human–computer interaction; Multimedia; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004669646,0.00100408,0.0005417159,0.001779029,0.001645289,0.005026339,0.003764055,0.002412396,0.01379789],"category_scores_gemma":[0.005953261,0.001073681,0.001931252,0.001003357,0.003498194,0.004553208,0.005459032,0.002834766,0.004276527],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002334134,"about_ca_system_score_gemma":0.003117131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004481357,"about_ca_topic_score_gemma":0.005829422,"domain_scores_codex":[0.9966319,0.001280303,0.000250144,0.0006762411,0.0009090576,0.0002524114],"domain_scores_gemma":[0.9973176,0.0009409363,0.0001476562,0.0009315718,0.0003365754,0.0003256869],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005951212,0.0001948871,0.0005797162,0.0002887128,0.00003783954,0.0003417843,0.001772691,0.02744871,0.005164582,0.7896328,0.009792373,0.1646864],"study_design_scores_gemma":[0.00007751691,0.0001122363,0.0003572074,0.0002096754,0.00004135493,0.0005623841,0.0003690898,0.238265,0.005243761,0.451766,0.3029126,0.00008323737],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0007793077,0.00008229414,0.9905973,0.0002788567,0.00003484653,0.0002089919,0.00005975441,0.002158623,0.005800036],"genre_scores_gemma":[0.02443482,0.0001325293,0.9677699,0.0001020434,0.00002930858,0.0005014024,0.0002120741,0.0002997403,0.006518142],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01379789,"threshold_uncertainty_score":0.04615849,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01940594049569438,"score_gpt":0.3174310513319215,"score_spread":0.2980251108362271,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}